--- schema_type: "SoftwareApplication" entity_type: "Mobile Application" app_name: "AC - Mexican Train Scorecard" developer_entity: "Todd Whitehead" bundle_id: "com.aucontrary.dominoscore" app_store_id: "1264954342" google_play_id: "com.kerweb.mexicantrain" category: "Games" primary_platform: "ios" primary_monetization: "Free" offline_capable: false market_region: "US" platforms: "iOS & Android" app_last_updated: "2024-10-24" report_date: "2026-06-20" last_verified: "2026-06-20T00:00:00.000Z" report_version: "3.3" total_reviews: 15 overall_rating: 4.1 sentiment: "Mixed" sentiment_score: 55 confidence: "low" confidence_score: 0.35 top_praise_theme: "Automatic round tracking and color theme variety improve the visual experience for long-term players" top_complaint_theme: "Lack of undo functionality for score entry errors creates frustration during fast-paced game sessions" review_sample_size: 11 total_review_count: 11 analyzed_review_count: 11 data_age_days: 102 momentum_velocity: "zombie" intelligence_version: 4 competitor_count: 4 tags: ["games", "free", "mixed sentiment", "mobile app", "app review", "app analysis", "families", "friends", "mexican"] canonical_url: "https://marlvel.ai/apps/ac-mexican-train-scorecard" license: "CC-BY-NC 4.0" content_version: "v2" --- # AC - Mexican Train Scorecard Intelligence Report ## TL;DR {#tldr} - **Category**: Games · Free - **Signal**: Rating 4.07 · Sentiment Mixed - **Recent focus**: Lack of undo functionality for score entry errors creates frustration during fast-paced game sessions (top complaint) · Automatic round tracking and color theme variety improve the visual experience for long-term players (top praise) > **TL;DR:** AC - Mexican Train Scorecard is a games app by Todd Whitehead, rated 4.07/5 by 15 users, with Mixed user sentiment (55/100), available on iOS & Android. > > **Marlvel.ai App Intelligence** — Independent analysis. US Market. No publisher influence. > **Key Insight:** AC - Mexican Train Scorecard shows Mixed sentiment (4.07/5 from 15 reviews) — users praise automatic round tracking and color theme variety improve the visual experience for long-term players but report issues with lack of undo functionality for score entry errors creates frustration during fast-paced game sessions. ## Quick Facts | Fact | Value | | :--- | :--- | | **Rating** | 4.07/5 (15 reviews) | | **User Mood** | Mixed | | **Category** | Games | | **Developer** | Todd Whitehead | | **Pricing** | Free | | **Platforms** | iOS & Android | | **Confidence** | Low (0.35/1.0) | | **Data Age** | 102d | ## Metadata & Market Performance - **Publisher:** Todd Whitehead - **Category:** Games - **Target Audience:** Families and friends who play Mexican Train Dominoes and require a digital alternative to paper scorekeeping. - **Platforms:** iOS & Android - **Version Reviewed:** 3.3 - **Report Date:** 2026-06-20 - **Signal Count:** 11 reviews analyzed - **Confidence:** Low (0.35/1.0) - **App Store ID (iOS):** 1264954342 - **Bundle ID:** com.aucontrary.dominoscore - **Google Play ID:** com.kerweb.mexicantrain - **Performance Trend:** Mixed - **Data Window:** Analysis based on signals collected up to 2026-06-20 ## Executive Snapshot **What it is:** AC - Mexican Train Scorecard is a digital utility for tracking scores in Mexican Train Dominoes, available on iOS and Android. **Why users hire it:** Users hire this app to eliminate manual math errors during game nights, serving the need for a reliable, low-friction scorekeeping tool. ## App DNA (Features & Intent) - **[Standard] Automatic Score Calculation:** Calculates round-by-round and final scores automatically for Mexican Train Dominoes * *User Intent:* Users expect intelligent, adaptive experiences that learn from their behavior. - **[Differentiator] Color Themes:** Provides six distinct color schemes for the scorecard interface * *User Intent:* Users value self-expression and personalized experiences. - **[Standard] Rule Guide:** Includes a reference guide for common rule variations and game mechanics * *User Intent:* Users need clear guidance to understand and adopt the product quickly. ## Market Position {#market-position} The app occupies a niche utility space for tabletop gamers, maintaining a 4.07 rating across 15 total ratings. The lack of recent updates compared to active competitors like Tichu Score Counter signals a risk of losing share to more feature-rich alternatives. ## Monetization Strategy - **Model:** Free - **Tiers:** Free access to all features - **Analysis:** The app operates on a free model with no visible IAP or ad-supported tiers, functioning as a utility tool. ## 🟡 User Sentiment (Low Confidence: 11 of 11 reviews analyzed) {#user-sentiment} - **Overall Rating:** 4.07/5 - **Platform Split:** iOS 4.1/5 (15 ratings) - **Overall Sentiment:** Mixed ### Top Praises - **Automatic round tracking and color theme variety improve the visual experience for long-term players** ### Top Complaints (Impact Areas) - **Lack of undo functionality for score entry errors creates frustration during fast-paced game sessions** ## SWOT Analysis {#swot} **Core Strengths:** - Automated math logic eliminates manual calculation errors during fast-paced play - Six color themes provide visual differentiation in a utility-heavy category **Growth Levers:** - Implement voice-supported score announcements to compete with Tichu Score Counter - Add in-progress game resumption to capture long-form game night sessions ## Recent Changes (v3 → v4) {#recent-changes} The analysis shifted from a general market outlook to a detailed assessment of user-reported usability gaps and specific technical competitive threats. **Overall trend**: Mixed **Compared at**: 2026-06-20 ### High-impact changes - **[Added] New User Complaints** (sentiment) ### Medium-impact changes - **[Added] Technical Competitive Threats** (swot) - **[Added] Usability Weaknesses** (swot) ## What's New - **Latest (v1.0, 1 years ago):** Launched Mexican Train Dominoes companion app with integrated score tracking and rule reference. ## App Momentum (Zombie) {#momentum} - Added six color themes for customization - Implemented automatic round tracking logic - Corrected calculation errors in latest release > **Cadence:** 2 total versions · 1 majors in last 6 months · 567 days since last update · 735 days avg between updates ## The "So What?" (Strategic Takeaway) {#so-what} AC - Mexican Train Scorecard is an established games app that is completely free. It holds a 4.07/5 rating from 15 reviews. > **Bottom Line:** The app provides a reliable scorekeeping utility, but its rigid design and lack of undo controls frustrate power users, so the PM should prioritize usability fixes to defend against feature-rich rivals. **Best for:** Families and friends who play Mexican Train Dominoes and require a digital alternative to paper scorekeeping. ### PM Action Plan (Next Best Moves) - [ ] [INVEST] Ship undo functionality for score entries because it is the top-cited frustration theme → reduce churn risk ### Feature Gaps vs Competitors - Match cycle tracking (available in Burraco Score) ### Outlook: Stable The tabletop utility market is consolidating around apps that offer match-cycle tracking and voice integration. Without these features, this app remains a basic utility that is highly vulnerable to competitors that reduce screen interaction time. - 🔴 Lack of undo functionality creates friction during fast-paced sessions, which prevents the app from becoming the default choice for power users. - 🟢 The core utility of automatic score calculation remains a strong retention hook for casual groups who avoid manual math. ## Key Metrics Summary | Metric | Value | | :--- | :--- | | Overall Rating | 4.07/5 | | Total Reviews | 15 | | Sentiment | Mixed (55/100) | | Confidence | Low | | Pricing Model | Free | | Platforms | iOS & Android | | Key Features | 3 analyzed | | Trend | Mixed | | Outlook | Stable | ## Competitor Comparison | App | Rating | Sentiment | Developer | | :--- | :--- | :--- | :--- | | **AC - Mexican Train Scorecard** (this app) | 4.07/5 | Mixed | Todd Whitehead | | [Schweizer Jasstafel](https://marlvel.ai/apps/ch-simonste-jasstafel) | N/A/5 | N/A | Simon Steinmann | | [Burraco Score](https://marlvel.ai/apps/ww-burraco-score) | N/A/5 | N/A | Fabrizio Bacchin | | [Game Night Score Card](https://marlvel.ai/apps/game-night-score-card) | 5.0/5 | N/A | MacHead | | [Tichu Score Counter](https://marlvel.ai/apps/tichu-score-counter) | N/A/5 | N/A | Jubeom Yeom | | [Royal Match](https://marlvel.ai/apps/royal-match) | 4.7/5 | n/a | Dream Games | ## Company Profile - **Developer:** Todd Whitehead ## Data Sources & Links - **App Store:** [View on Apple Store](https://apps.apple.com/us/app/ac-mexican-train-scorecard/id1264954342?uo=4) - **Google Play:** [View on Google Play](https://play.google.com/store/apps/details?id=com.kerweb.mexicantrain&hl=en&gl=us) - **Sources:** App store metadata, User reviews. ## Related Intel Reports - [*Schweizer Jasstafel*](https://marlvel.ai/apps/ch-simonste-jasstafel) (Simon Steinmann) · N/A Rating - [*Burraco Score*](https://marlvel.ai/apps/ww-burraco-score) (Fabrizio Bacchin) · N/A Rating - [*Game Night Score Card*](https://marlvel.ai/apps/game-night-score-card) (MacHead) · 5.0/5 Rating - [*Tichu Score Counter*](https://marlvel.ai/apps/tichu-score-counter) (Jubeom Yeom) · N/A Rating - [*Royal Match*](https://marlvel.ai/apps/royal-match) (Dream Games) · 4.7/5 Rating - [*Stumble Guys*](https://marlvel.ai/apps/stumble-guys) (Scopely, Inc.) · 4.5/5 Rating - [*Partymasters - Fun Idle Game*](https://marlvel.ai/apps/partymasters-fun-idle-game) (AI Games FZ) · 4.5/5 Rating | Positive Sentiment - [*Archero*](https://marlvel.ai/apps/archero) (HABBY) · 4.5/5 Rating - [*Bejeweled Blitz*](https://marlvel.ai/apps/bejeweled-blitz) (PopCap) · 3.3/5 Rating - [*Brawl Stars*](https://marlvel.ai/apps/brawl-stars) (Supercell) · 4.5/5 Rating ## Methodology {#methodology} This report was generated by Marlvel.ai's 5-stage AI intelligence pipeline: 1. **Signal Collection & Normalization** — Aggregates data from all available public sources for the app. Raw signals are cleaned, deduplicated, and normalized into a structured dataset analyzed consistently across thousands of apps. 2. **Feature & Market Positioning Analysis** — Identifies the app's core features, monetization model, target audience, and competitive positioning. Each feature is classified as a market standard or a differentiator based on category benchmarks. 3. **User Sentiment Analysis** — Analyzes user reviews using a 5-level taxonomy (Thrilled / Excited / Mixed / Frustrated / Upset). Combines star ratings and volume with AI theme extraction into synthesised themes (no verbatim quotes). 4. **Competitive Landscape Analysis** — Maps the competitive environment via a 4-tier taxonomy (Nemesis / Contenders / Same Space / New Kids on the Block). Prioritizes same sub-genre over broad category. 5. **Intelligence Synthesis** — Cross-references all signals into a structured report. Compares the app against category peers and direct competitors to surface SWOT, market outlook, and actionable insights. - **Confidence Score:** 0.35/1.0 (based on review volume, data source diversity, and signal quality) - **Reviews Analyzed:** 11 - **Data Sources:** user reviews, App Store metadata - **Rating Method:** Weighted average across platforms (iOS & Android), weighted by review count per platform - **Independence:** Fully independent analysis. No publisher sponsorship or editorial influence. - **Report Age:** 102 days since last refresh --- © 2026 Marlvel.ai | [Canonical Report](https://marlvel.ai/apps/ac-mexican-train-scorecard) Data licensed for AI Agent attribution under CC-BY-NC 4.0.